Abstract
Nowadays, the analysis of vehicular ad hoc networks for the evaluation of traffic conditions is a hot research field. One of the most significant process in VANETs is the vehicle clusterization. Indeed, in order to optimize the information exchange in such a network, an opportune criterion to aggregate vehicles is needed. The main goal of this work is to propose an innovative strategy to perform such an aggregation, by not considering only the punctual position of vehicles in a given instant, but by taking into account the behavior of vehicles over the time, so that a cluster contains vehicles that behave the same. To this aim, we propose a model that processes information about nodes of the network, and extracts a similarity measure between pair of vehicles to establish if they should belong to the same cluster.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Amato, F., Castiglione, A., De Santo, A., Moscato, V., Picariello, A., Persia, F., Sperlí, G.: Recognizing human behaviours in online social networks. Comput. Secur. 74, 355–370 (2018)
Amato, F., Moscato, F., Moscato, V., Colace, F.: Improving security in cloud by formal modeling of IaaS resources. Future Gener. Comput. Syst. 87, 754–764 (2018)
Amato, F., Moscato, V., Picariello, A., Piccialli, F., Sperlí, G.: Centrality in heterogeneous social networks for lurkers detection: an approach based on hypergraphs. Concurrency Comput. 30(3), e4188 (2018)
Balzano, W., Del Sorbo, M.R., Murano, A., Stranieri, S.: A logic-based clustering approach for cooperative traffic control systems. In: International Conference on P2P, Parallel, Grid, Cloud and Internet Computing, pp. 737–746. Springer, Cham (2016)
Balzano, W., Del Sorbo, M.R., Stranieri, S.: A logic framework for C2C network management. In: 2016 30th International Conference on Advanced Information Networking and Applications Workshops (WAINA), pp. 52–57. IEEE (2016)
Balzano, W., Murano, A., Sorrentino, L., Stranieri, S.: Network signal comparison through waves parameters: a local-alignment-based approach. In: 5th IEEE International Symposium on Measurements & Networking, M&N 2019, Catania, Italy, 8–10 July 2019, pp. 1–6 (2019)
Balzano, W., Murano, A., Sorrentino, L., Stranieri, S.: A smart compact traffic network vision based on wave representation. In: AINA Workshops 2019, Matsue, Japan, 27-29 March 2019, pp. 870–879 (2019)
Balzano, W., Stranieri, S.: LoDGP: a framework for support traffic information systems based onlogic paradigm. In: International Conference on P2P, Parallel, Grid, Cloud and Internet Computing, pp. 700–708. Springer, Cham (2017)
Balzano, W., Stranieri, S.: ACOp: an algorithm based on ant colony optimization for parking slot detection. In: AINA Workshops 2019, Matsue, Japan, 27–29 March 2019, pp. 833–840 (2019)
Balzano, W., Stranieri, S.: A self-organization technique in wireless sensor networks to address node crashes problem and guarantee network connectivity. In: AINA Workshops 2019, Matsue, Japan, 27–29 March 2019, pp. 841–850 (2019)
Balzano, W., Vitale, F.: PAM-SAD: ubiquitous car parking availability model based on V2V and smartphone activity detection. In: International Conference on Intelligent Interactive Multimedia Systems and Services, pp. 232–240. Springer, Cham (2018)
Benslimane, A., Taleb, T., Sivaraj, R.: Dynamic clustering-based adaptive mobile gateway management in integrated VANET–3G heterogeneous wireless networks. IEEE J. Sel. Areas Commun. 29(3), 559–570 (2011)
Cooper, C., Franklin, D., Ros, M., Safaei, F., Abolhasan, M.: A comparative survey of VANET clustering techniques. IEEE Commun. Surv. Tutor. 19(1), 657–681 (2016)
Santa, J., Gómez-Skarmeta, A.F., Sánchez Artigas, M.: Architecture and evaluation of a unified V2V and V2I communication system based on cellular networks. Comput. Commun. 31(12), 2850–2861 (2008)
Shea, C., Hassanabadi, B., Valaee, S.: Mobility-based clustering in VANETs using affinity propagation. In: GLOBECOM 2009-2009 IEEE Global Telecommunications Conference (2009)
Wisitpongphan, N., Tonguz, O.K., Parikh, J.S., Mudalige, P., Bai, F., Sadekar, V.: Broadcast storm mitigation techniques in vehicular ad hoc networks. IEEE Wirel. Commun. 14(6), 84–94 (2007)
Wolny, G.: Modified DMAC clustering algorithm for VANETs. In: 2008 Third International Conference on Systems and Networks Communications, pp. 268–273. IEEE (2008)
Yousefi, S., Mousavi, M.S., Fathy, M.: Vehicular ad hoc networks (VANETs): challenges and perspectives. In: 2006 6th International Conference on ITS Telecommunications, pp. 761–766. IEEE (2006)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2020 Springer Nature Switzerland AG
About this paper
Cite this paper
Balzano, W., Murano, A., Sorrentino, L., Stranieri, S. (2020). Behavioral Clustering: A New Approach for Traffic Congestion Evaluation. In: Barolli, L., Amato, F., Moscato, F., Enokido, T., Takizawa, M. (eds) Web, Artificial Intelligence and Network Applications. WAINA 2020. Advances in Intelligent Systems and Computing, vol 1150. Springer, Cham. https://doi.org/10.1007/978-3-030-44038-1_129
Download citation
DOI: https://doi.org/10.1007/978-3-030-44038-1_129
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-44037-4
Online ISBN: 978-3-030-44038-1
eBook Packages: Intelligent Technologies and RoboticsIntelligent Technologies and Robotics (R0)